LucasBoTang

pykan

Kolmogorov Arnold Networks

LANCER

Repo for the paper "Landscape Surrogate Learning Decision Losses for Mathematical Optimization Under Partial Information"

AutoLTS

DIFUSCO

Code of NeurIPS paper: arxiv.org/abs/2302.08224

fnnls

[PyPi Package] Implementation of the Fast Nonnegative Least Squares algorithm.

LOPO

Learning to Optimize with Proximal Operators (LOPO)

MIPLearn

Framework for solving discrete optimization problems using a combination of Mixed-Integer Linear Programming (MIP) and Machine Learning (ML)

torch-imle

Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions

DMIPL

Differentiable Mixed-Integer Programming Layers

InvOpt

An open-source Python package to solve Inverse Optimization problems.

SurCo

Repo for ICML'23 paper SurCo Learning Linear Surrogates For Combinatorial Nonlinear Optimization Problems

wsl-vpnkit

Provides network connectivity to WSL 2 when blocked by VPN

Clp

COIN-OR Linear Programming Solver

osqpth

The differentiable OSQP solver layer for PyTorch

OptML_course

EPFL Course - Optimization for Machine Learning - CS-439

jaxopt

Hardware accelerated, batchable and differentiable optimizers in JAX.

torchopt

TorchOpt is an efficient library for differentiable optimization built upon PyTorch.

Open-L2O

Open-L2O: A Comprehensive and Reproducible Benchmark for Learning to Optimize Algorithms

Deep-ADMM-Net

DeDRM_tools

DeDRM tools for ebooks

predopt-benchmarks

SHOT

A solver for mixed-integer nonlinear optimization problems

thesis

Differentiable Optimization-Based Modeling for Machine Learning

amortized-optimization-tutorial

Tutorial on amortized optimization for learning to optimize over continuous domains

Ipopt

COIN-OR Interior Point Optimizer IPOPT

FrankWolfe.jl

Julia implementation for various Frank-Wolfe and Conditional Gradient variants

solver-differentiation-identity

Repository for the code of our ICLR paper: Backpropagation through Combinatorial Algorithms: Identity with Projection Works

vism2004

Repo for Winter 2016 version of VISM2004 - Web Theory course at OCAD University

PyVRP

Open-source, state-of-the-art vehicle routing problem solver in an easy-to-use Python package.

neural-ode

Jupyter notebook with Pytorch implementation of Neural Ordinary Differential Equations